{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "from model import *\n",
    "from provider import *\n",
    "from keras.callbacks import ModelCheckpoint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = unet(input_size=(256,256,3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_iter = testGenerator(2,\"./data/test\",\"image\",dict())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.load_weights(\"unet_cell.hdf5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 1770 images belonging to 1 classes.\n"
     ]
    }
   ],
   "source": [
    "imgs = next(test_iter)\n",
    "result = model.predict(imgs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f76a594d550>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(imgs[1].squeeze())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f76a5841eb8>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(result[1].squeeze(),cmap = \"gray\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'cvprocess' from '/home/sailist/jupyter/cell_segment/cvprocess.py'>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from cvprocess import parseMask\n",
    "import cvprocess\n",
    "from imp import reload\n",
    "reload(cvprocess)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "ename": "error",
     "evalue": "OpenCV(4.0.0) /io/opencv/modules/imgproc/src/color.hpp:259: error: (-2:Unspecified error) in function 'cv::CvtHelper<VScn, VDcn, VDepth, sizePolicy>::CvtHelper(cv::InputArray, cv::OutputArray, int) [with VScn = cv::Set<3, 4>; VDcn = cv::Set<1>; VDepth = cv::Set<0, 2, 5>; cv::SizePolicy sizePolicy = (cv::SizePolicy)2u; cv::InputArray = const cv::_InputArray&; cv::OutputArray = const cv::_OutputArray&]'\n> Invalid number of channels in input image:\n>     'VScn::contains(scn)'\n> where\n>     'scn' is 1\n",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------\u001b[0m",
      "\u001b[0;31merror\u001b[0m Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-38-c5e745ce1171>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mnext\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mparseMask\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mimgs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mmask\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msqueeze\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m~/jupyter/cell_segment/cvprocess.py\u001b[0m in \u001b[0;36mparseMask\u001b[0;34m(img, mask)\u001b[0m\n\u001b[1;32m     12\u001b[0m     \u001b[0;31m# plt.imshow(erosion)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     13\u001b[0m     \u001b[0;31m# 转换后发现边缘\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 14\u001b[0;31m     \u001b[0mimgray\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcvtColor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0merosion\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mCOLOR_BGR2GRAY\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     15\u001b[0m     \u001b[0mret\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mthresh\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mthreshold\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimgray\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m127\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m255\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     16\u001b[0m     \u001b[0mcontours\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhie\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfindContours\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mthresh\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31merror\u001b[0m: OpenCV(4.0.0) /io/opencv/modules/imgproc/src/color.hpp:259: error: (-2:Unspecified error) in function 'cv::CvtHelper<VScn, VDcn, VDepth, sizePolicy>::CvtHelper(cv::InputArray, cv::OutputArray, int) [with VScn = cv::Set<3, 4>; VDcn = cv::Set<1>; VDepth = cv::Set<0, 2, 5>; cv::SizePolicy sizePolicy = (cv::SizePolicy)2u; cv::InputArray = const cv::_InputArray&; cv::OutputArray = const cv::_OutputArray&]'\n> Invalid number of channels in input image:\n>     'VScn::contains(scn)'\n> where\n>     'scn' is 1\n"
     ]
    }
   ],
   "source": [
    "next(parseMask(img=imgs[1],mask=result[1].squeeze()))"
   ]
  }
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